{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
      "  warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "os.chdir(\"..\") \n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "********************\n",
      "\n",
      "   Going to generate c302_C2_IClampBWM and run for 1000 on jNeuroML_NEURON\n",
      "\n",
      "********************\n",
      "Set default parameters for C\n",
      "Set default parameters for C2\n",
      "Opened file: /datadrive/forks/CElegansNeuroML/CElegans/pythonScripts/c302/../../../herm_full_edgelist.csv\n",
      "Opened file: /datadrive/forks/CElegansNeuroML/CElegans/pythonScripts/c302/../../../herm_full_edgelist.csv\n",
      "c302      >>>  Positioning muscle: MDR01 at (80,-270,80)\n",
      "c302      >>>  Writing generated network to: /datadrive/forks/CElegansNeuroML/CElegans/pythonScripts/c302/examples/c302_C2_IClampBWM.nml\n",
      "(Re)written network file to: examples/c302_C2_IClampBWM.nml\n",
      "c302      >>>  Finished simulation of LEMS_c302_C2_IClampBWM.xml and have reloaded results\n",
      "c302      >>>  Reloaded data: ['MDR01/0/GenericMuscleCell/caConc', 'AVAL/0/GenericNeuronCell/caConc', 'MDR01/0/GenericMuscleCell/v', 't', 'AVAL/0/GenericNeuronCell/v']\n",
      "c302      >>>  All cells: ['AVAL']\n",
      "c302      >>>  Plotting neuron voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 1 neuron(s) (IClampBWM C2)\n",
      "pyNeuroML >>> Generating plot: Membrane potentials of 1 neuron(s) (IClampBWM C2)\n",
      "c302      >>>  Plotting muscle voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 1 muscle(s) (IClampBWM C2)\n",
      "pyNeuroML >>> Generating plot: Membrane potentials of 1 muscle(s) (IClampBWM C2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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CsKgwvTinTcjjjentyn0DMFbS9ZJulXRUmUq6A9nMqqv8Uf+yiJjaaqaka4Bt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\nZmaGg4GZmeFgYGZmwP8HVFESu1ObV5EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3510aae810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rItf/bzprq2s4Y9+B3gg653Im02OY3gPOhy8ew7QlsMzMVuciGDNbJekh4ApJ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f34f0d15950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GGLmLbyfpbukpUlXWFaSLQ4x0TJAO4jtJgaPavfplI+2vPM+BeVurXXy/Q+48Mdr3VWc5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\n0TUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f34f0f09e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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pVWloWwhZ8f7ahKMcq+1+ZBUE8zmyPFYYEqJNJpycMSdm/i6AlwFi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GN1G4BhAD8H8AcAngTwzwA0xtgt1r6evxki2sbbtxkQUS+A5wP4Mczfx80wQ3sXwQyRtc1crDF9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\nhzROEolEImk5pHGSSCQSScvx/wGNeP39KzKs/AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f34f12dd0d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python2.7/json/encoder.py:207: DeprecationWarning: Interpreting naive datetime as local 2017-08-13 18:13:23.307879. Please add timezone info to timestamps.\n",
      "  chunks = self.iterencode(o, _one_shot=True)\n"
     ]
    }
   ],
   "source": [
    "from runAndPlot import run_c302\n",
    "cells, cells_to_stimulate, params, muscles = run_c302('IClampBWM','C2','',1000,0.05,'jNeuroML_NEURON',verbose=False,plot_ca=False, data_reader=\"UpdatedSpreadsheetDataReader\", config_package=\"notebooks.configs\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "********************\n",
      "\n",
      "   Going to generate c302_C2_IClampBWM and run for 1000 on jNeuroML\n",
      "\n",
      "********************\n",
      "Set default parameters for C\n",
      "Set default parameters for C2\n",
      "Opened file: /datadrive/forks/CElegansNeuroML/CElegans/pythonScripts/c302/../../../herm_full_edgelist.csv\n",
      "Opened file: /datadrive/forks/CElegansNeuroML/CElegans/pythonScripts/c302/../../../herm_full_edgelist.csv\n",
      "c302      >>>  Positioning muscle: MDR01 at (80,-270,80)\n",
      "c302      >>>  Writing generated network to: /datadrive/forks/CElegansNeuroML/CElegans/pythonScripts/c302/examples/c302_C2_IClampBWM.nml\n",
      "(Re)written network file to: examples/c302_C2_IClampBWM.nml\n",
      "c302      >>>  Finished simulation of LEMS_c302_C2_IClampBWM.xml and have reloaded results\n",
      "c302      >>>  Reloaded data: ['MDR01/0/GenericMuscleCell/caConc', 'AVAL/0/GenericNeuronCell/caConc', 'MDR01/0/GenericMuscleCell/v', 't', 'AVAL/0/GenericNeuronCell/v']\n",
      "c302      >>>  All cells: ['AVAL']\n",
      "c302      >>>  Plotting neuron voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 1 neuron(s) (IClampBWM C2)\n",
      "pyNeuroML >>> Generating plot: Membrane potentials of 1 neuron(s) (IClampBWM C2)\n",
      "c302      >>>  Plotting muscle voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 1 muscle(s) (IClampBWM C2)\n",
      "pyNeuroML >>> Generating plot: Membrane potentials of 1 muscle(s) (IClampBWM C2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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FKnbP75GnoS6NZRXztiqruK7GfD2nW5W3spXKr4+tfJaqlTM1zG8+o6/Xqvbnovt29Rgo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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f34f07db8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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bT9JRhKPYXrXduZLmAKPM7IWtKVtf/KWlpVZWVpalteESbaiq5vyH3mPMx4v5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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f34f0a18e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GGLmLbyfpbukpUlXWpaSLQ4x0TJAO4jtIgaPavfqIkfZXnmf/vK3VLr7fI3eeGO37qrOc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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f34f06c48d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CbRrCJzssroJwx30BInbxA4jkQlebUwjX0wMgfNAfgFBI3T/A+V8M4K0QqqDrIR72r0NI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\n7ZDGSSKRSCRthzROEolEImk7/j8tlAxeZ0rn8QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f34f067d050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python2.7/json/encoder.py:207: DeprecationWarning: Interpreting naive datetime as local 2017-08-13 18:13:29.345699. Please add timezone info to timestamps.\n",
      "  chunks = self.iterencode(o, _one_shot=True)\n"
     ]
    }
   ],
   "source": [
    "cells, cells_to_stimulate, params, muscles = run_c302('IClampBWM','C2','',1000,0.05,'jNeuroML',verbose=False,plot_ca=False, data_reader=\"UpdatedSpreadsheetDataReader\", config_package=\"notebooks.configs\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
